AI opportunities

Embedding-based semantic chunking

Generating embeddings and chunk boundaries using a semantic-aware strategy rather than fixed-size windows.

Technique

Pre-trained embedding model plus a semantic/structural chunking strategy.

Open source tool

Open-source or hosted embedding models; vector database